{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hiding or removing code blocks or entire cells\n",
    "\n",
    "It's possible to control which cells show up in your final book pages. For example,\n",
    "you may want to display a complex visualization to illustrate an idea, but don't\n",
    "want the page to be cluttered with a large code cell that generated the viz. In other\n",
    "cases, you may want to remove a code cell entirely.\n",
    "\n",
    "In this case, you have two options:\n",
    "\n",
    "* **Hiding** the inputs of a code cell will hide the cell's contents and provide\n",
    "  a button that lets readers reveal the content.\n",
    "* **Removing** the inputs (or the entire cell) will prevent the contents from\n",
    "  making it into your book's HTML. It will be entirely gone (though still present in\n",
    "  the `.ipynb` file)\n",
    "  \n",
    "In both cases, Jupyter Books uses **notebook cell tags** to determine which code cells to hide.\n",
    "To make this process easier to manage, we recommend the\n",
    "[JupyterLab Cell Tags extension](https://github.com/jupyterlab/jupyterlab-celltags)\n",
    "\n",
    "# Hiding page elements and displaying a button to show them\n",
    "\n",
    "You can hide most cell elements of a page. The sections below describe how\n",
    "to hide each.\n",
    "\n",
    "If an element is hidden, Jupyter Book will display a small button to the right of the \n",
    "old location for the hidden element. If a user clicks the button,\n",
    "the element will be displayed.\n",
    "\n",
    "## Hiding inputs \n",
    "\n",
    "If you add the tag `hide_input` to a cell, then Jupyter Book will hide the cell but\n",
    "display the outputs.\n",
    "\n",
    "Here's an example of cell metadata that would trigger the \"hide code\" behavior:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"hide_input\",\n",
    "    ]\n",
    "}\n",
    "```\n",
    "\n",
    "For example, see the cell below contains the `hide_input` tag:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "data = np.random.randn(2, 100)\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note how we only see the output by default. Now try clicking the button\n",
    "to the right of the empty spot above!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding outputs\n",
    "\n",
    "You can also hide the *outputs* of a cell. For example, if you'd like to ask users to\n",
    "think about what the output will look like first before viewing an answer. To do so,\n",
    "add the following tag to your cell:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"hide_output\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "hide_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell should have its output hidden!\n",
    "data = np.random.randn(2, 100)\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding markdown cells\n",
    "\n",
    "Finally, you can also hide markdown cells in your page. This is useful if you'd\n",
    "like to provide some extra information to readers that want to dig deeper, but you\n",
    "don't want to clutter the page with too much information. To do so,\n",
    "add the following tag to your markdown cell:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"hide_input\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "source": [
    "For example, this cell should be hidden!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding the whole cell\n",
    "\n",
    "If you'd like to hide the whole cell (both inputs and outputs) just add each\n",
    "tag to the cell metadata, like so:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"hide_input\",\n",
    "        \"hide_output\"\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide_output",
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This cell should have its output hidden!\n",
    "data = np.random.randn(2, 100)\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Removing inputs from the HTML\n",
    "\n",
    "In the above examples, we are only *hiding* the inputs, with the option\n",
    "that readers can reveal them if they wish. However, if you'd like to completely **remove**\n",
    "the inputs, so that their contents do not make it into the book's HTML, you may\n",
    "use the following tag:\n",
    "\n",
    "To remove the inputs of a cell:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"remove_input\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following cell demonstrates removing inputs. Note that in\n",
    "this case, there is no button available to show the input contents,\n",
    "the entire input cell is gone!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing inputs\n",
    "\n",
    "The following cell has its inputs removed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "remove_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For example, this cell's inputs will be removed\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "data = np.random.randn(2, 100)\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing outputs\n",
    "\n",
    "Similar to hiding inputs, it is also possible to hide the outputs\n",
    "of a cell.\n",
    "\n",
    "To remove the outputs of a cell:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"remove_output\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing an entire cell\n",
    "\n",
    "You can also remove **both** the inputs and outputs of a cell, in which case it\n",
    "won't show up in your book at all. These cells remain in the notebook file itself,\n",
    "so they'll show up if readers click on a JupyterHub or Binder link from a page.\n",
    "\n",
    "To remove both the inputs and outputs of a cell, add the tag `remove_cell` to the tags\n",
    "of the cell. Here's an example of cell metadata that would trigger the \"remove cell\" behavior:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"remove_cell\",\n",
    "    ]\n",
    "}\n",
    "```\n",
    "\n",
    "These cells will be entirely removed from each book page - remember that if you'd like to\n",
    "optionally display the inputs of a cell instead, you should use the `hide_input` tag.\n",
    "\n",
    "For example, there's a cell below this one that won't make it into the final book,\n",
    "because it has been removed!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For example, this cell's inputs will be removed\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "data = np.random.randn(2, 100)\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(*data, c=data[1], s=100*np.abs(data[0]));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing markdown cells\n",
    "\n",
    "Sometimes, you have extra Markdown in your documents that isn't meant for the\n",
    "reader. For example, if you want to organize your notebook based on developer-relevant\n",
    "information (like \"# Import packages\") but you don't want the reader to see this.\n",
    "\n",
    "In this case, you can use the `remove_cell` pattern described above as well.\n",
    "\n",
    "Here's an example of markdown cell metadata that would trigger the \"hide text\" behavior:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"remove_cell\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "source": [
    "### For example 🎉\n",
    "\n",
    "This markdown cell will be hidden from users, though they can click to make it\n",
    "appear!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing empty cells\n",
    "\n",
    "You don't need to do anything to remove empty cells from your pages.\n",
    "Jupyter Book will remove these automatically. Any cell with *only*\n",
    "whitespace will be removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, in the notebook for this page there are two cells above this one. One\n",
    "cell with whitespace, and another cell with a few line-breaks. Both are gone in\n",
    "the final output."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
